L3 · Evidence Intelligence

Agreement without evidence is only correlated speculation.

Important claims should stay connected to sources, counter-evidence, assumptions, confidence, and unresolved uncertainty.

From claim to uncertainty

CLAIM
EVIDENCE
COUNTER-EVIDENCE
ASSUMPTION
CONFIDENCE
UNCERTAINTY

Potential evidence boundaries

Research

Web research + research systems

Future workflows may connect external research without hiding which source informed a claim.

Organization

Company documents + internal knowledge

Evidence boundaries should make it clear which private or internal context a role can access.

Systems

GitHub + APIs + MCP sources

Structured connectors can bring technical, market, or operational evidence into a decision record.

Product direction

Product direction: An advanced universal evidence graph is a future capability, not a completed deployment claim. The purpose is to make factual strength and weakness legible.